{"id":"W4221135007","doi":"10.1503/cjs.008820","title":"Failure to rescue in emergency general surgery in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; William Osler Health System; University of Alberta; University of British Columbia; Capital District Health Authority; Dalhousie University; Western University","funders":"","keywords":"Medicine; Complication; Emergency medicine; Intensive care unit; Cohort; Mortality rate; Retrospective cohort study; Cohort study; Univariate analysis; Surgery; Intensive care medicine; Multivariate analysis; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013194,0.0002892524,0.0003712285,0.00136889,0.00197559,0.001295395,0.001208135,0.0004145338,0.00222838],"category_scores_gemma":[0.005321417,0.000270912,0.0005125297,0.003851386,0.0008511815,0.0002983513,0.001389073,0.0009697284,0.0001383391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02947942,"about_ca_system_score_gemma":0.04952481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9727495,"about_ca_topic_score_gemma":0.9851001,"domain_scores_codex":[0.9980415,0.0001123159,0.0001483038,0.0002730869,0.0007061424,0.0007186103],"domain_scores_gemma":[0.9909388,0.0004757042,0.003108437,0.0002196343,0.002811582,0.002445796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005821471,0.00001825381,0.9920371,0.00007816905,0.00004080776,0.0002379292,0.0002375458,0.0001743304,0.00009079251,0.0001208506,0.001703219,0.005202784],"study_design_scores_gemma":[0.000008945692,0.00002710477,0.9977373,0.00006739731,0.00001450212,0.0002160924,0.000667333,0.000223959,0.00004070938,0.00004161663,0.0009439226,0.00001116779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829128,0.002350775,0.0003087901,0.002028851,0.00007871771,0.0001218882,0.006610484,0.00002820075,0.005559495],"genre_scores_gemma":[0.9957593,0.001106064,0.0002670384,0.0004577505,0.00002593014,0.00002150777,0.001936718,0.000008333501,0.0004175289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02947942,"threshold_uncertainty_score":0.2138892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064971386675986,"score_gpt":0.2321820850958161,"score_spread":0.2015323712290563,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}